Pandas Profiling Report

Dataset statistics

Number of variables	41
Number of observations	392
Missing cells	7163
Missing cells (%)	44.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	125.7 KiB
Average record size in memory	328.3 B

Variable types

DateTime	1
Categorical	3
Numeric	21
Unsupported	16

Alerts

`state` has constant value ""	Constant
`positiveScore` has constant value ""	Constant
`totalTestEncountersViralIncrease` has constant value ""	Constant
`death` is highly overall correlated with `deathConfirmed` and 12 other fields	High correlation
`deathConfirmed` is highly overall correlated with `death` and 12 other fields	High correlation
`deathIncrease` is highly overall correlated with `hospitalizedCurrently` and 4 other fields	High correlation
`deathProbable` is highly overall correlated with `death` and 12 other fields	High correlation
`hospitalized` is highly overall correlated with `death` and 10 other fields	High correlation
`hospitalizedCumulative` is highly overall correlated with `death` and 10 other fields	High correlation
`hospitalizedCurrently` is highly overall correlated with `deathIncrease` and 5 other fields	High correlation
`hospitalizedIncrease` is highly overall correlated with `death` and 7 other fields	High correlation
`inIcuCurrently` is highly overall correlated with `deathIncrease` and 4 other fields	High correlation
`negative` is highly overall correlated with `death` and 12 other fields	High correlation
`negativeIncrease` is highly overall correlated with `totalTestResultsIncrease` and 2 other fields	High correlation
`onVentilatorCurrently` is highly overall correlated with `deathIncrease` and 5 other fields	High correlation
`positive` is highly overall correlated with `death` and 12 other fields	High correlation
`positiveCasesViral` is highly overall correlated with `death` and 12 other fields	High correlation
`positiveIncrease` is highly overall correlated with `death` and 15 other fields	High correlation
`totalTestResults` is highly overall correlated with `death` and 12 other fields	High correlation
`totalTestResultsIncrease` is highly overall correlated with `negativeIncrease` and 2 other fields	High correlation
`totalTestsPeopleViral` is highly overall correlated with `death` and 12 other fields	High correlation
`totalTestsPeopleViralIncrease` is highly overall correlated with `death` and 9 other fields	High correlation
`totalTestsViral` is highly overall correlated with `death` and 9 other fields	High correlation
`totalTestsViralIncrease` is highly overall correlated with `negativeIncrease` and 1 other fields	High correlation
`deathConfirmed` has 30 (7.7%) missing values	Missing
`hospitalized` has 106 (27.0%) missing values	Missing
`hospitalizedCumulative` has 106 (27.0%) missing values	Missing
`hospitalizedCurrently` has 45 (11.5%) missing values	Missing
`inIcuCumulative` has 392 (100.0%) missing values	Missing
`inIcuCurrently` has 57 (14.5%) missing values	Missing
`negative` has 27 (6.9%) missing values	Missing
`negativeTestsAntibody` has 392 (100.0%) missing values	Missing
`negativeTestsPeopleAntibody` has 392 (100.0%) missing values	Missing
`negativeTestsViral` has 392 (100.0%) missing values	Missing
`onVentilatorCumulative` has 392 (100.0%) missing values	Missing
`onVentilatorCurrently` has 56 (14.3%) missing values	Missing
`positive` has 24 (6.1%) missing values	Missing
`positiveCasesViral` has 24 (6.1%) missing values	Missing
`positiveTestsAntibody` has 392 (100.0%) missing values	Missing
`positiveTestsAntigen` has 392 (100.0%) missing values	Missing
`positiveTestsPeopleAntibody` has 392 (100.0%) missing values	Missing
`positiveTestsPeopleAntigen` has 392 (100.0%) missing values	Missing
`positiveTestsViral` has 392 (100.0%) missing values	Missing
`recovered` has 392 (100.0%) missing values	Missing
`totalTestEncountersViral` has 392 (100.0%) missing values	Missing
`totalTestsAntibody` has 392 (100.0%) missing values	Missing
`totalTestsAntigen` has 392 (100.0%) missing values	Missing
`totalTestsPeopleAntibody` has 392 (100.0%) missing values	Missing
`totalTestsPeopleAntigen` has 392 (100.0%) missing values	Missing
`totalTestsPeopleViral` has 325 (82.9%) missing values	Missing
`totalTestsViral` has 91 (23.2%) missing values	Missing
`date` has unique values	Unique
`inIcuCumulative` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`negativeTestsAntibody` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`negativeTestsPeopleAntibody` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`negativeTestsViral` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`onVentilatorCumulative` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`positiveTestsAntibody` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`positiveTestsAntigen` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`positiveTestsPeopleAntibody` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`positiveTestsPeopleAntigen` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`positiveTestsViral` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`recovered` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`totalTestEncountersViral` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`totalTestsAntibody` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`totalTestsAntigen` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`totalTestsPeopleAntibody` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`totalTestsPeopleAntigen` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`death` has 30 (7.7%) zeros	Zeros
`deathIncrease` has 34 (8.7%) zeros	Zeros
`deathProbable` has 36 (9.2%) zeros	Zeros
`hospitalizedIncrease` has 139 (35.5%) zeros	Zeros
`negativeIncrease` has 104 (26.5%) zeros	Zeros
`positiveIncrease` has 25 (6.4%) zeros	Zeros
`totalTestResults` has 24 (6.1%) zeros	Zeros
`totalTestResultsIncrease` has 25 (6.4%) zeros	Zeros
`totalTestsPeopleViralIncrease` has 326 (83.2%) zeros	Zeros
`totalTestsViralIncrease` has 166 (42.3%) zeros	Zeros

Reproduction

Analysis started	2024-01-09 18:42:08.844879
Analysis finished	2024-01-09 18:42:46.185465
Duration	37.34 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

date
Date

UNIQUE

Distinct	392
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

Minimum	2020-02-10 00:00:00
Maximum	2021-03-07 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

state
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

NJ	392

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	784
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NJ
2nd row	NJ
3rd row	NJ
4th row	NJ
5th row	NJ

Common Values

Value	Count	Frequency (%)
NJ	392	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nj	392	100.0%

Most occurring characters

Value	Count	Frequency (%)
N	392	50.0%
J	392	50.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	784	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	392	50.0%
J	392	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	784	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	392	50.0%
J	392	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	784	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	392	50.0%
J	392	50.0%

death
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	359
Distinct (%)	91.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13653.439

Minimum	0
Maximum	23574
Zeros	30
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12075.25
median	15899.5
Q3	16981.75
95-th percentile	22479.95
Maximum	23574
Range	23574
Interquartile range (IQR)	4906.5

Descriptive statistics

Standard deviation	6828.0736
Coefficient of variation (CV)	0.50009919
Kurtosis	-0.14097561
Mean	13653.439
Median Absolute Deviation (MAD)	2191.5
Skewness	-0.96252255
Sum	5352148
Variance	46622589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30	7.7%
1	4	1.0%
2	2	0.5%
15427	1	0.3%
15138	1	0.3%
15191	1	0.3%
15243	1	0.3%
15268	1	0.3%
15299	1	0.3%
15345	1	0.3%
Other values (349)	349	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	7.7%
1	4	1.0%
2	2	0.5%
4	1	0.3%
7	1	0.3%
13	1	0.3%
16	1	0.3%
22	1	0.3%
29	1	0.3%
40	1	0.3%

Value	Count	Frequency (%)
23574	1	0.3%
23557	1	0.3%
23521	1	0.3%
23491	1	0.3%
23449	1	0.3%
23321	1	0.3%
23273	1	0.3%
23252	1	0.3%
23238	1	0.3%
23192	1	0.3%

deathConfirmed
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	358
Distinct (%)	98.9%
Missing	30
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	13113.13

Minimum	1
Maximum	21177
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	1
5-th percentile	162.85
Q1	12321.5
median	14210.5
Q3	15496.25
95-th percentile	20338.4
Maximum	21177
Range	21176
Interquartile range (IQR)	3174.75

Descriptive statistics

Standard deviation	5288.3296
Coefficient of variation (CV)	0.40328508
Kurtosis	0.87546891
Mean	13113.13
Median Absolute Deviation (MAD)	1603.5
Skewness	-1.1298839
Sum	4746953
Variance	27966430
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4	1.0%
2	2	0.5%
13660	1	0.3%
13373	1	0.3%
13425	1	0.3%
13476	1	0.3%
13501	1	0.3%
13532	1	0.3%
13578	1	0.3%
13594	1	0.3%
Other values (348)	348	88.8%
(Missing)	30	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	1.0%
2	2	0.5%
3	1	0.3%
5	1	0.3%
9	1	0.3%
11	1	0.3%
16	1	0.3%
20	1	0.3%
27	1	0.3%
44	1	0.3%

Value	Count	Frequency (%)
21177	1	0.3%
21160	1	0.3%
21124	1	0.3%
21094	1	0.3%
21052	1	0.3%
20990	1	0.3%
20942	1	0.3%
20921	1	0.3%
20907	1	0.3%
20861	1	0.3%

deathIncrease
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	151
Distinct (%)	38.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.137755

Minimum	-2
Maximum	480
Zeros	34
Zeros (%)	8.7%
Negative	1
Negative (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	0
Q1	7
median	23
Q3	78.25
95-th percentile	272.4
Maximum	480
Range	482
Interquartile range (IQR)	71.25

Descriptive statistics

Standard deviation	86.712928
Coefficient of variation (CV)	1.441905
Kurtosis	5.8528115
Mean	60.137755
Median Absolute Deviation (MAD)	20
Skewness	2.3731194
Sum	23574
Variance	7519.1319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	8.7%
4	14	3.6%
7	13	3.3%
11	12	3.1%
9	11	2.8%
3	11	2.8%
18	8	2.0%
15	8	2.0%
8	8	2.0%
10	8	2.0%
Other values (141)	265	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	1	0.3%
0	34	8.7%
1	4	1.0%
2	7	1.8%
3	11	2.8%
4	14	3.6%
5	8	2.0%
6	8	2.0%
7	13	3.3%
8	8	2.0%

Value	Count	Frequency (%)
480	1	0.3%
428	1	0.3%
421	1	0.3%
414	1	0.3%
411	1	0.3%
409	1	0.3%
364	1	0.3%
349	1	0.3%
343	1	0.3%
341	1	0.3%

deathProbable
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	143
Distinct (%)	36.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1543.8622

Minimum	0
Maximum	2397
Zeros	36
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1660
median	1781
Q3	1829
95-th percentile	2246
Maximum	2397
Range	2397
Interquartile range (IQR)	169

Descriptive statistics

Standard deviation	683.48582
Coefficient of variation (CV)	0.44271166
Kurtosis	0.84548651
Mean	1543.8622
Median Absolute Deviation (MAD)	84.5
Skewness	-1.4807999
Sum	605194
Variance	467152.87
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36	9.2%
1787	16	4.1%
1789	14	3.6%
1782	12	3.1%
1776	11	2.8%
1767	11	2.8%
1781	10	2.6%
1785	9	2.3%
1800	8	2.0%
2187	7	1.8%
Other values (133)	258	65.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	9.2%
1	1	0.3%
2	1	0.3%
4	1	0.3%
5	1	0.3%
6	1	0.3%
9	1	0.3%
13	1	0.3%
16	1	0.3%
19	1	0.3%

Value	Count	Frequency (%)
2397	5	1.3%
2331	7	1.8%
2289	7	1.8%
2246	7	1.8%
2187	7	1.8%
2129	7	1.8%
2121	7	1.8%
2091	7	1.8%
2059	7	1.8%
2021	7	1.8%

hospitalized
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	253
Distinct (%)	88.5%
Missing	106
Missing (%)	27.0%
Infinite	0
Infinite (%)	0.0%
Mean	34937.864

Minimum	16373
Maximum	65254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	16373
5-th percentile	18107.5
Q1	21565
median	24126
Q3	46243.25
95-th percentile	63096.5
Maximum	65254
Range	48881
Interquartile range (IQR)	24678.25

Descriptive statistics

Standard deviation	15788.187
Coefficient of variation (CV)	0.45189331
Kurtosis	-1.1329743
Mean	34937.864
Median Absolute Deviation (MAD)	6820
Skewness	0.5885284
Sum	9992229
Variance	2.4926685 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21565	8	2.0%
20632	4	1.0%
21184	3	0.8%
24160	3	0.8%
19267	3	0.8%
21321	3	0.8%
21314	2	0.5%
19010	2	0.5%
20774	2	0.5%
21949	2	0.5%
Other values (243)	254	64.8%
(Missing)	106	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16373	1	0.3%
16597	1	0.3%
16778	1	0.3%
16960	1	0.3%
17121	1	0.3%
17197	1	0.3%
17222	1	0.3%
17390	2	0.5%
17604	1	0.3%
17880	1	0.3%

Value	Count	Frequency (%)
65254	1	0.3%
64396	1	0.3%
64338	1	0.3%
64137	1	0.3%
64050	1	0.3%
63917	1	0.3%
63777	1	0.3%
63713	1	0.3%
63664	1	0.3%
63560	1	0.3%

hospitalizedCumulative
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	253
Distinct (%)	88.5%
Missing	106
Missing (%)	27.0%
Infinite	0
Infinite (%)	0.0%
Mean	34937.864

Minimum	16373
Maximum	65254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	16373
5-th percentile	18107.5
Q1	21565
median	24126
Q3	46243.25
95-th percentile	63096.5
Maximum	65254
Range	48881
Interquartile range (IQR)	24678.25

Descriptive statistics

Standard deviation	15788.187
Coefficient of variation (CV)	0.45189331
Kurtosis	-1.1329743
Mean	34937.864
Median Absolute Deviation (MAD)	6820
Skewness	0.5885284
Sum	9992229
Variance	2.4926685 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21565	8	2.0%
20632	4	1.0%
21184	3	0.8%
24160	3	0.8%
19267	3	0.8%
21321	3	0.8%
21314	2	0.5%
19010	2	0.5%
20774	2	0.5%
21949	2	0.5%
Other values (243)	254	64.8%
(Missing)	106	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16373	1	0.3%
16597	1	0.3%
16778	1	0.3%
16960	1	0.3%
17121	1	0.3%
17197	1	0.3%
17222	1	0.3%
17390	2	0.5%
17604	1	0.3%
17880	1	0.3%

Value	Count	Frequency (%)
65254	1	0.3%
64396	1	0.3%
64338	1	0.3%
64137	1	0.3%
64050	1	0.3%
63917	1	0.3%
63777	1	0.3%
63713	1	0.3%
63664	1	0.3%
63560	1	0.3%

hospitalizedCurrently
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	318
Distinct (%)	91.6%
Missing	45
Missing (%)	11.5%
Infinite	0
Infinite (%)	0.0%
Mean	2339.1816

Minimum	349
Maximum	8270
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	349
5-th percentile	423.6
Q1	782.5
median	2000
Q3	3450.5
95-th percentile	6809.5
Maximum	8270
Range	7921
Interquartile range (IQR)	2668

Descriptive statistics

Standard deviation	1874.8197
Coefficient of variation (CV)	0.80148533
Kurtosis	1.2134252
Mean	2339.1816
Median Absolute Deviation (MAD)	1272
Skewness	1.230316
Sum	811696
Variance	3514948.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000	8	2.0%
695	4	1.0%
480	2	0.5%
1080	2	0.5%
1933	2	0.5%
3669	2	0.5%
800	2	0.5%
3638	2	0.5%
3543	2	0.5%
3677	2	0.5%
Other values (308)	319	81.4%
(Missing)	45	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
349	1	0.3%
376	1	0.3%
380	1	0.3%
389	2	0.5%
403	1	0.3%
405	1	0.3%
406	1	0.3%
411	1	0.3%
412	1	0.3%
413	1	0.3%

Value	Count	Frequency (%)
8270	1	0.3%
8224	1	0.3%
8185	1	0.3%
8011	1	0.3%
7781	1	0.3%
7718	1	0.3%
7618	1	0.3%
7604	1	0.3%
7594	1	0.3%
7570	1	0.3%

hospitalizedIncrease
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	171
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164.27551

Minimum	-916
Maximum	16373
Zeros	139
Zeros (%)	35.5%
Negative	2
Negative (%)	0.5%
Memory size	3.2 KiB

Quantile statistics

Minimum	-916
5-th percentile	0
Q1	0
median	37.5
Q3	117.5
95-th percentile	257.9
Maximum	16373
Range	17289
Interquartile range (IQR)	117.5

Descriptive statistics

Standard deviation	1077.8284
Coefficient of variation (CV)	6.5611019
Kurtosis	178.00581
Mean	164.27551
Median Absolute Deviation (MAD)	37.5
Skewness	12.971497
Sum	64396
Variance	1161714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	139	35.5%
64	5	1.3%
41	4	1.0%
104	4	1.0%
71	4	1.0%
123	3	0.8%
82	3	0.8%
25	3	0.8%
6	3	0.8%
10	3	0.8%
Other values (161)	221	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-916	1	0.3%
-6	1	0.3%
0	139	35.5%
2	1	0.3%
3	2	0.5%
4	2	0.5%
5	1	0.3%
6	3	0.8%
7	1	0.3%
9	2	0.5%

Value	Count	Frequency (%)
16373	1	0.3%
12705	1	0.3%
3909	1	0.3%
3434	1	0.3%
1246	1	0.3%
1117	1	0.3%
440	1	0.3%
400	1	0.3%
384	1	0.3%
325	1	0.3%

inIcuCumulative
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

inIcuCurrently
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	270
Distinct (%)	80.6%
Missing	57
Missing (%)	14.5%
Infinite	0
Infinite (%)	0.0%
Mean	525.40597

Minimum	61
Maximum	2051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	61
5-th percentile	81.7
Q1	150.5
median	417
Q3	656.5
95-th percentile	1801.9
Maximum	2051
Range	1990
Interquartile range (IQR)	506

Descriptive statistics

Standard deviation	494.92532
Coefficient of variation (CV)	0.94198648
Kurtosis	2.0182566
Mean	525.40597
Median Absolute Deviation (MAD)	257
Skewness	1.6095884
Sum	176011
Variance	244951.07
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	5	1.3%
88	5	1.3%
169	4	1.0%
83	4	1.0%
216	4	1.0%
519	3	0.8%
178	3	0.8%
166	3	0.8%
126	3	0.8%
113	3	0.8%
Other values (260)	298	76.0%
(Missing)	57	14.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
61	1	0.3%
62	1	0.3%
63	1	0.3%
66	2	0.5%
69	1	0.3%
72	2	0.5%
73	1	0.3%
74	1	0.3%
75	1	0.3%
77	1	0.3%

Value	Count	Frequency (%)
2051	1	0.3%
2024	1	0.3%
2018	1	0.3%
2014	1	0.3%
1990	1	0.3%
1983	1	0.3%
1980	1	0.3%
1971	1	0.3%
1961	1	0.3%
1940	1	0.3%

negative
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	288
Distinct (%)	78.9%
Missing	27
Missing (%)	6.9%
Infinite	0
Infinite (%)	0.0%
Mean	3578465.9

Minimum	31
Maximum	10186941
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	31
5-th percentile	14238.2
Q1	796261
median	2808249
Q3	5918797
95-th percentile	9394152.6
Maximum	10186941
Range	10186910
Interquartile range (IQR)	5122536

Descriptive statistics

Standard deviation	3140974.7
Coefficient of variation (CV)	0.87774336
Kurtosis	-0.90928163
Mean	3578465.9
Median Absolute Deviation (MAD)	2412081
Skewness	0.60268278
Sum	1.3061401 × 10⁹
Variance	9.8657221 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7309853	4	1.0%
9566182	4	1.0%
8060712	4	1.0%
9333715	4	1.0%
8998911	3	0.8%
5509434	3	0.8%
5918797	3	0.8%
6196756	3	0.8%
6672479	3	0.8%
7005463	3	0.8%
Other values (278)	331	84.4%
(Missing)	27	6.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31	1	0.3%
35	1	0.3%
44	1	0.3%
57	1	0.3%
74	1	0.3%
97	2	0.5%
120	2	0.5%
163	1	0.3%
190	1	0.3%
210	1	0.3%

Value	Count	Frequency (%)
10186941	3	0.8%
10096351	2	0.5%
9983526	1	0.3%
9868082	3	0.8%
9807667	1	0.3%
9756055	1	0.3%
9712105	1	0.3%
9674485	1	0.3%
9566182	4	1.0%
9502664	1	0.3%

negativeIncrease
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	288
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25987.094

Minimum	-368
Maximum	212974
Zeros	104
Zeros (%)	26.5%
Negative	1
Negative (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	-368
5-th percentile	0
Q1	0
median	16908
Q3	36134.75
95-th percentile	97318.7
Maximum	212974
Range	213342
Interquartile range (IQR)	36134.75

Descriptive statistics

Standard deviation	36569.75
Coefficient of variation (CV)	1.4072273
Kurtosis	7.8558782
Mean	25987.094
Median Absolute Deviation (MAD)	16908
Skewness	2.5556691
Sum	10186941
Variance	1.3373466 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	104	26.5%
23	2	0.5%
24192	1	0.3%
19125	1	0.3%
18245	1	0.3%
15376	1	0.3%
15782	1	0.3%
23489	1	0.3%
22220	1	0.3%
25786	1	0.3%
Other values (278)	278	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-368	1	0.3%
0	104	26.5%
4	1	0.3%
9	1	0.3%
13	1	0.3%
17	1	0.3%
20	1	0.3%
23	2	0.5%
27	1	0.3%
30	1	0.3%

Value	Count	Frequency (%)
212974	1	0.3%
206401	1	0.3%
188090	1	0.3%
187281	1	0.3%
185042	1	0.3%
184431	1	0.3%
184415	1	0.3%
168877	1	0.3%
156167	1	0.3%
141939	1	0.3%

negativeTestsAntibody
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

negativeTestsPeopleAntibody
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

negativeTestsViral
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

onVentilatorCumulative
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

onVentilatorCurrently
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	234
Distinct (%)	69.6%
Missing	56
Missing (%)	14.3%
Infinite	0
Infinite (%)	0.0%
Mean	366.34821

Minimum	26
Maximum	1705
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	26
5-th percentile	31
Q1	61.5
median	251
Q3	453
95-th percentile	1468.25
Maximum	1705
Range	1679
Interquartile range (IQR)	391.5

Descriptive statistics

Standard deviation	413.61252
Coefficient of variation (CV)	1.1290147
Kurtosis	2.5438034
Mean	366.34821
Median Absolute Deviation (MAD)	192
Skewness	1.7857085
Sum	123093
Variance	171075.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	6	1.5%
29	5	1.3%
34	5	1.3%
32	5	1.3%
31	5	1.3%
73	4	1.0%
39	4	1.0%
35	4	1.0%
79	4	1.0%
30	3	0.8%
Other values (224)	291	74.2%
(Missing)	56	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	1	0.3%
27	3	0.8%
28	3	0.8%
29	5	1.3%
30	3	0.8%
31	5	1.3%
32	5	1.3%
33	2	0.5%
34	5	1.3%
35	4	1.0%

Value	Count	Frequency (%)
1705	1	0.3%
1663	1	0.3%
1650	1	0.3%
1645	1	0.3%
1644	1	0.3%
1641	1	0.3%
1628	1	0.3%
1626	1	0.3%
1611	1	0.3%
1594	2	0.5%

positive
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	367
Distinct (%)	99.7%
Missing	24
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%
Mean	285556.04

Minimum	2
Maximum	812609
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	2
5-th percentile	3134.85
Q1	163568.5
median	197239
Q3	397184
95-th percentile	753735.85
Maximum	812609
Range	812607
Interquartile range (IQR)	233615.5

Descriptive statistics

Standard deviation	220392.73
Coefficient of variation (CV)	0.77180204
Kurtosis	-0.076411079
Mean	285556.04
Median Absolute Deviation (MAD)	65965
Skewness	1.0169161
Sum	1.0508462 × 10⁸
Variance	4.8572958 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	2	0.5%
175541	1	0.3%
172637	1	0.3%
172936	1	0.3%
173404	1	0.3%
173839	1	0.3%
174162	1	0.3%
174544	1	0.3%
174777	1	0.3%
175083	1	0.3%
Other values (357)	357	91.1%
(Missing)	24	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.3%
4	2	0.5%
6	1	0.3%
15	1	0.3%
16	1	0.3%
23	1	0.3%
32	1	0.3%
57	1	0.3%
78	1	0.3%
98	1	0.3%

Value	Count	Frequency (%)
812609	1	0.3%
810090	1	0.3%
806370	1	0.3%
802669	1	0.3%
799476	1	0.3%
795785	1	0.3%
792496	1	0.3%
789356	1	0.3%
786967	1	0.3%
782833	1	0.3%

positiveCasesViral
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	367
Distinct (%)	99.7%
Missing	24
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%
Mean	266015.56

Minimum	2
Maximum	720939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	2
5-th percentile	3134.85
Q1	163134.5
median	193584.5
Q3	363493.5
95-th percentile	671838.55
Maximum	720939
Range	720937
Interquartile range (IQR)	200359

Descriptive statistics

Standard deviation	193207.65
Coefficient of variation (CV)	0.72630207
Kurtosis	-0.121184
Mean	266015.56
Median Absolute Deviation (MAD)	59473.5
Skewness	0.94485005
Sum	97893725
Variance	3.7329195 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	2	0.5%
174240	1	0.3%
171667	1	0.3%
171928	1	0.3%
172356	1	0.3%
172742	1	0.3%
173033	1	0.3%
173402	1	0.3%
173611	1	0.3%
173878	1	0.3%
Other values (357)	357	91.1%
(Missing)	24	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.3%
4	2	0.5%
6	1	0.3%
15	1	0.3%
16	1	0.3%
23	1	0.3%
32	1	0.3%
57	1	0.3%
78	1	0.3%
98	1	0.3%

Value	Count	Frequency (%)
720939	1	0.3%
718873	1	0.3%
715889	1	0.3%
712585	1	0.3%
710046	1	0.3%
707099	1	0.3%
704362	1	0.3%
701725	1	0.3%
699564	1	0.3%
696000	1	0.3%

positiveIncrease
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	338
Distinct (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2072.9821

Minimum	-7
Maximum	7880
Zeros	25
Zeros (%)	6.4%
Negative	1
Negative (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	-7
5-th percentile	0
Q1	381.5
median	1188
Q3	3687.25
95-th percentile	5761.6
Maximum	7880
Range	7887
Interquartile range (IQR)	3305.75

Descriptive statistics

Standard deviation	2001.5071
Coefficient of variation (CV)	0.96552067
Kurtosis	-0.59986506
Mean	2072.9821
Median Absolute Deviation (MAD)	1094
Skewness	0.77569523
Sum	812609
Variance	4006030.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25	6.4%
2	3	0.8%
258	2	0.5%
410	2	0.5%
313	2	0.5%
2734	2	0.5%
367	2	0.5%
554	2	0.5%
727	2	0.5%
2206	2	0.5%
Other values (328)	348	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7	1	0.3%
0	25	6.4%
1	1	0.3%
2	3	0.8%
7	1	0.3%
9	2	0.5%
20	1	0.3%
21	1	0.3%
25	1	0.3%
50	1	0.3%

Value	Count	Frequency (%)
7880	1	0.3%
7539	1	0.3%
7427	1	0.3%
7147	1	0.3%
7092	1	0.3%
6949	1	0.3%
6888	1	0.3%
6632	1	0.3%
6426	1	0.3%
6369	1	0.3%

positiveScore
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

0	392

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	392
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	392	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	392	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	392	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	392	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	392	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	392	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	392	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	392	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	392	100.0%

positiveTestsAntibody
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

positiveTestsAntigen
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

positiveTestsPeopleAntibody
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

positiveTestsPeopleAntigen
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

positiveTestsViral
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

recovered
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

totalTestEncountersViral
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

totalTestEncountersViralIncrease
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

0	392

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	392
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	392	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	392	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	392	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	392	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	392	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	392	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	392	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	392	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	392	100.0%

totalTestResults
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	368
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3600063

Minimum	0
Maximum	10999550
Zeros	24
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	501231.25
median	2666055.5
Q3	6011316.5
95-th percentile	10082782
Maximum	10999550
Range	10999550
Interquartile range (IQR)	5510085.2

Descriptive statistics

Standard deviation	3381373.6
Coefficient of variation (CV)	0.939254
Kurtosis	-0.76394729
Mean	3600063
Median Absolute Deviation (MAD)	2428217
Skewness	0.71033054
Sum	1.4112247 × 10⁹
Variance	1.1433687 × 10¹³
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24	6.1%
4	2	0.5%
1600718	1	0.3%
1423344	1	0.3%
1443945	1	0.3%
1464961	1	0.3%
1486598	1	0.3%
1509677	1	0.3%
1535782	1	0.3%
1550375	1	0.3%
Other values (358)	358	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	6.1%
2	1	0.3%
4	2	0.5%
37	1	0.3%
50	1	0.3%
60	1	0.3%
80	1	0.3%
106	1	0.3%
154	1	0.3%
175	1	0.3%

Value	Count	Frequency (%)
10999550	1	0.3%
10997031	1	0.3%
10993311	1	0.3%
10899020	1	0.3%
10895827	1	0.3%
10779311	1	0.3%
10660578	1	0.3%
10657438	1	0.3%
10655049	1	0.3%
10590500	1	0.3%

totalTestResultsIncrease
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	365
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28060.077

Minimum	0
Maximum	217561
Zeros	25
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4331.75
median	17687
Q3	37515.5
95-th percentile	101548.45
Maximum	217561
Range	217561
Interquartile range (IQR)	33183.75

Descriptive statistics

Standard deviation	37203.123
Coefficient of variation (CV)	1.3258382
Kurtosis	7.8167477
Mean	28060.077
Median Absolute Deviation (MAD)	14596.5
Skewness	2.5632039
Sum	10999550
Variance	1.3840723 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25	6.4%
2	2	0.5%
2734	2	0.5%
43	2	0.5%
21611	1	0.3%
21016	1	0.3%
21637	1	0.3%
23079	1	0.3%
26105	1	0.3%
14593	1	0.3%
Other values (355)	355	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	6.4%
2	2	0.5%
10	1	0.3%
13	1	0.3%
20	1	0.3%
21	1	0.3%
26	1	0.3%
33	1	0.3%
43	2	0.5%
48	1	0.3%

Value	Count	Frequency (%)
217561	1	0.3%
212672	1	0.3%
191403	1	0.3%
190967	1	0.3%
189768	1	0.3%
189191	1	0.3%
188618	1	0.3%
173505	1	0.3%
159684	1	0.3%
146384	1	0.3%

totalTestsAntibody
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

totalTestsAntigen
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

totalTestsPeopleAntibody
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

totalTestsPeopleAntigen
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	392
Missing (%)	100.0%
Memory size	3.2 KiB

totalTestsPeopleViral
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	65
Distinct (%)	97.0%
Missing	325
Missing (%)	82.9%
Infinite	0
Infinite (%)	0.0%
Mean	113255.01

Minimum	1
Maximum	312447
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	1
5-th percentile	39.7
Q1	1931
median	94974
Q3	203055
95-th percentile	291536.6
Maximum	312447
Range	312446
Interquartile range (IQR)	201124

Descriptive statistics

Standard deviation	105870.4
Coefficient of variation (CV)	0.93479658
Kurtosis	-1.2426123
Mean	113255.01
Median Absolute Deviation (MAD)	94022
Skewness	0.43521013
Sum	7588086
Variance	1.1208542 × 10¹⁰
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
147	2	0.5%
1	2	0.5%
298759	1	0.3%
2241	1	0.3%
75356	1	0.3%
67503	1	0.3%
59110	1	0.3%
52642	1	0.3%
45773	1	0.3%
41860	1	0.3%
Other values (55)	55	14.0%
(Missing)	325	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.5%
4	1	0.3%
37	1	0.3%
46	1	0.3%
59	1	0.3%
81	1	0.3%
104	1	0.3%
147	2	0.5%
218	1	0.3%
298	1	0.3%

Value	Count	Frequency (%)
312447	1	0.3%
305206	1	0.3%
298759	1	0.3%
292658	1	0.3%
288920	1	0.3%
287623	1	0.3%
277220	1	0.3%
275066	1	0.3%
262312	1	0.3%
256545	1	0.3%

totalTestsPeopleViralIncrease
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	67
Distinct (%)	17.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	-312447
Maximum	12754
Zeros	326
Zeros (%)	83.2%
Negative	1
Negative (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	-312447
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6772.15
Maximum	12754
Range	325201
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15978.805
Coefficient of variation (CV)	nan
Kurtosis	376.66088
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	-19.208708
Sum	0
Variance	2.5532222 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	326	83.2%
962	1	0.3%
6866	1	0.3%
6810	1	0.3%
7853	1	0.3%
8393	1	0.3%
6468	1	0.3%
6869	1	0.3%
3913	1	0.3%
6258	1	0.3%
Other values (57)	57	14.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-312447	1	0.3%
0	326	83.2%
1	1	0.3%
3	1	0.3%
9	1	0.3%
13	1	0.3%
22	1	0.3%
23	1	0.3%
33	1	0.3%
43	1	0.3%

Value	Count	Frequency (%)
12754	1	0.3%
10403	1	0.3%
10305	1	0.3%
9458	1	0.3%
8797	1	0.3%
8627	1	0.3%
8489	1	0.3%
8393	1	0.3%
8152	1	0.3%
7853	1	0.3%

totalTestsViral
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	226
Distinct (%)	75.1%
Missing	91
Missing (%)	23.2%
Infinite	0
Infinite (%)	0.0%
Mean	4638358.4

Minimum	425933
Maximum	10902830
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	425933
5-th percentile	635892
Q1	1887644
median	3842667
Q3	7295523
95-th percentile	10244488
Maximum	10902830
Range	10476897
Interquartile range (IQR)	5407879

Descriptive statistics

Standard deviation	3135329
Coefficient of variation (CV)	0.6759566
Kurtosis	-1.0344465
Mean	4638358.4
Median Absolute Deviation (MAD)	2308027
Skewness	0.49264915
Sum	1.3961459 × 10⁹
Variance	9.8302877 × 10¹²
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7792714	4	1.0%
10244488	4	1.0%
8616011	4	1.0%
9997131	4	1.0%
9639998	3	0.8%
5827339	3	0.8%
6280783	3	0.8%
6587012	3	0.8%
7095705	3	0.8%
7460365	3	0.8%
Other values (216)	267	68.1%
(Missing)	91	23.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
425933	1	0.3%
433060	1	0.3%
441450	1	0.3%
451696	1	0.3%
462972	1	0.3%
475224	1	0.3%
487565	1	0.3%
505569	1	0.3%
520182	1	0.3%
531343	1	0.3%

Value	Count	Frequency (%)
10902830	3	0.8%
10806397	2	0.5%
10690625	1	0.3%
10567646	3	0.8%
10503667	1	0.3%
10448986	1	0.3%
10402049	1	0.3%
10361871	1	0.3%
10244488	4	1.0%
10178377	1	0.3%

totalTestsViralIncrease
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	227
Distinct (%)	57.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27813.342

Minimum	0
Maximum	425933
Zeros	166
Zeros (%)	42.3%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17576
Q3	37720.25
95-th percentile	102744.15
Maximum	425933
Range	425933
Interquartile range (IQR)	37720.25

Descriptive statistics

Standard deviation	43898.659
Coefficient of variation (CV)	1.578331
Kurtosis	21.281554
Mean	27813.342
Median Absolute Deviation (MAD)	17576
Skewness	3.6653487
Sum	10902830
Variance	1.9270923 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	166	42.3%
10924	1	0.3%
43227	1	0.3%
22438	1	0.3%
18702	1	0.3%
49549	1	0.3%
36765	1	0.3%
16882	1	0.3%
58841	1	0.3%
30552	1	0.3%
Other values (217)	217	55.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	166	42.3%
7127	1	0.3%
8390	1	0.3%
9024	1	0.3%
9687	1	0.3%
10246	1	0.3%
10924	1	0.3%
11040	1	0.3%
11161	1	0.3%
11276	1	0.3%

Value	Count	Frequency (%)
425933	1	0.3%
227054	1	0.3%
223176	1	0.3%
199818	1	0.3%
199623	1	0.3%
197153	1	0.3%
196675	1	0.3%
194218	1	0.3%
185884	1	0.3%
167610	1	0.3%

Auto

Heatmap
Table

	death	deathConfirmed	deathIncrease	deathProbable	hospitalized	hospitalizedCumulative	hospitalizedCurrently	hospitalizedIncrease	inIcuCurrently	negative	negativeIncrease	onVentilatorCurrently	positive	positiveCasesViral	positiveIncrease	totalTestResults	totalTestResultsIncrease	totalTestsPeopleViral	totalTestsPeopleViralIncrease	totalTestsViral	totalTestsViralIncrease
death	1.000	1.000	0.139	1.000	1.000	1.000	-0.006	0.720	-0.072	1.000	0.337	-0.127	1.000	1.000	0.646	1.000	0.487	1.000	-0.528	1.000	0.451
deathConfirmed	1.000	1.000	-0.091	1.000	1.000	1.000	-0.006	0.673	-0.072	1.000	0.244	-0.127	1.000	1.000	0.552	1.000	0.349	1.000	-0.620	1.000	0.382
deathIncrease	0.139	-0.091	1.000	0.140	0.280	0.280	0.851	0.239	0.855	-0.064	0.148	0.880	-0.039	-0.039	0.618	0.139	0.237	0.796	0.306	0.135	0.052
deathProbable	1.000	1.000	0.140	1.000	1.000	1.000	-0.006	0.721	-0.072	1.000	0.338	-0.127	1.000	1.000	0.647	1.000	0.488	0.997	-0.531	1.000	0.452
hospitalized	1.000	1.000	0.280	1.000	1.000	1.000	0.570	0.425	0.489	1.000	0.136	0.415	1.000	1.000	0.808	1.000	0.181	NaN	NaN	1.000	0.149
hospitalizedCumulative	1.000	1.000	0.280	1.000	1.000	1.000	0.570	0.425	0.489	1.000	0.136	0.415	1.000	1.000	0.808	1.000	0.181	NaN	NaN	1.000	0.149
hospitalizedCurrently	-0.006	-0.006	0.851	-0.006	0.570	0.570	1.000	0.122	0.978	-0.006	-0.151	0.963	-0.006	-0.006	0.715	-0.006	-0.100	0.199	0.476	0.399	-0.200
hospitalizedIncrease	0.720	0.673	0.239	0.721	0.425	0.425	0.122	1.000	0.114	0.679	0.375	0.085	0.684	0.684	0.521	0.720	0.490	NaN	-0.488	0.496	0.472
inIcuCurrently	-0.072	-0.072	0.855	-0.072	0.489	0.489	0.978	0.114	1.000	-0.072	-0.146	0.986	-0.072	-0.072	0.648	-0.072	-0.101	-0.473	0.502	0.278	-0.194
negative	1.000	1.000	-0.064	1.000	1.000	1.000	-0.006	0.679	-0.072	1.000	0.251	-0.127	1.000	1.000	0.564	1.000	0.368	1.000	-0.629	1.000	0.392
negativeIncrease	0.337	0.244	0.148	0.338	0.136	0.136	-0.151	0.375	-0.146	0.251	1.000	-0.165	0.259	0.259	0.202	0.338	0.971	0.685	-0.261	0.148	0.970
onVentilatorCurrently	-0.127	-0.127	0.880	-0.127	0.415	0.415	0.963	0.085	0.986	-0.127	-0.165	1.000	-0.127	-0.127	0.582	-0.127	-0.124	-0.825	0.508	0.214	-0.217
positive	1.000	1.000	-0.039	1.000	1.000	1.000	-0.006	0.684	-0.072	1.000	0.259	-0.127	1.000	1.000	0.574	1.000	0.381	1.000	-0.631	1.000	0.397
positiveCasesViral	1.000	1.000	-0.039	1.000	1.000	1.000	-0.006	0.684	-0.072	1.000	0.259	-0.127	1.000	1.000	0.574	1.000	0.381	1.000	-0.631	1.000	0.397
positiveIncrease	0.646	0.552	0.618	0.647	0.808	0.808	0.715	0.521	0.648	0.564	0.202	0.582	0.574	0.574	1.000	0.647	0.350	0.548	0.065	0.764	0.192
totalTestResults	1.000	1.000	0.139	1.000	1.000	1.000	-0.006	0.720	-0.072	1.000	0.338	-0.127	1.000	1.000	0.647	1.000	0.488	1.000	-0.525	1.000	0.451
totalTestResultsIncrease	0.487	0.349	0.237	0.488	0.181	0.181	-0.100	0.490	-0.101	0.368	0.971	-0.124	0.381	0.381	0.350	0.488	1.000	0.676	-0.335	0.186	0.960
totalTestsPeopleViral	1.000	1.000	0.796	0.997	NaN	NaN	0.199	NaN	-0.473	1.000	0.685	-0.825	1.000	1.000	0.548	1.000	0.676	1.000	0.675	NaN	NaN
totalTestsPeopleViralIncrease	-0.528	-0.620	0.306	-0.531	NaN	NaN	0.476	-0.488	0.502	-0.629	-0.261	0.508	-0.631	-0.631	0.065	-0.525	-0.335	0.675	1.000	0.100	-0.467
totalTestsViral	1.000	1.000	0.135	1.000	1.000	1.000	0.399	0.496	0.278	1.000	0.148	0.214	1.000	1.000	0.764	1.000	0.186	NaN	0.100	1.000	0.157
totalTestsViralIncrease	0.451	0.382	0.052	0.452	0.149	0.149	-0.200	0.472	-0.194	0.392	0.970	-0.217	0.397	0.397	0.192	0.451	0.960	NaN	-0.467	0.157	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	date	state	death	deathConfirmed	deathIncrease	deathProbable	hospitalized	hospitalizedCumulative	hospitalizedCurrently	hospitalizedIncrease	inIcuCumulative	inIcuCurrently	negative	negativeIncrease	negativeTestsAntibody	negativeTestsPeopleAntibody	negativeTestsViral	onVentilatorCumulative	onVentilatorCurrently	positive	positiveCasesViral	positiveIncrease	positiveTestsAntibody	positiveTestsAntigen	positiveTestsPeopleAntibody	positiveTestsPeopleAntigen	positiveTestsViral	recovered	totalTestEncountersViral	totalTestResults	totalTestResultsIncrease	totalTestsAntibody	totalTestsAntigen	totalTestsPeopleAntibody	totalTestsPeopleAntigen	totalTestsPeopleViral	totalTestsViral	totalTestsViralIncrease
0	2021-03-07	NJ	23574	21177.0	17	2397	64396.0	64396.0	1792.0	58	NaN	376.0	10186941.0	0	NaN	NaN	NaN	NaN	232.0	812609.0	720939.0	2519	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10999550	2519	NaN	NaN	NaN	NaN	NaN	10902830.0	0
1	2021-03-06	NJ	23557	21160.0	36	2397	64338.0	64338.0	1862.0	-916	NaN	382.0	10186941.0	0	NaN	NaN	NaN	NaN	233.0	810090.0	718873.0	3720	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10997031	3720	NaN	NaN	NaN	NaN	NaN	10902830.0	0
2	2021-03-05	NJ	23521	21124.0	30	2397	65254.0	65254.0	1881.0	1117	NaN	389.0	10186941.0	90590	NaN	NaN	NaN	NaN	223.0	806370.0	715889.0	3701	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10993311	94291	NaN	NaN	NaN	NaN	NaN	10902830.0	96433
3	2021-03-04	NJ	23491	21094.0	42	2397	64137.0	64137.0	1900.0	87	NaN	376.0	10096351.0	0	NaN	NaN	NaN	NaN	214.0	802669.0	712585.0	3193	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10899020	3193	NaN	NaN	NaN	NaN	NaN	10806397.0	0
4	2021-03-03	NJ	23449	21052.0	128	2397	64050.0	64050.0	1921.0	133	NaN	403.0	10096351.0	112825	NaN	NaN	NaN	NaN	243.0	799476.0	710046.0	3691	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10895827	116516	NaN	NaN	NaN	NaN	NaN	10806397.0	115772
5	2021-03-02	NJ	23321	20990.0	48	2331	63917.0	63917.0	1915.0	140	NaN	395.0	9983526.0	115444	NaN	NaN	NaN	NaN	228.0	795785.0	707099.0	3289	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10779311	118733	NaN	NaN	NaN	NaN	NaN	10690625.0	122979
6	2021-03-01	NJ	23273	20942.0	21	2331	63777.0	63777.0	1865.0	64	NaN	387.0	9868082.0	0	NaN	NaN	NaN	NaN	226.0	792496.0	704362.0	3140	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10660578	3140	NaN	NaN	NaN	NaN	NaN	10567646.0	0
7	2021-02-28	NJ	23252	20921.0	14	2331	63713.0	63713.0	1849.0	49	NaN	393.0	9868082.0	0	NaN	NaN	NaN	NaN	229.0	789356.0	701725.0	2389	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10657438	2389	NaN	NaN	NaN	NaN	NaN	10567646.0	0
8	2021-02-27	NJ	23238	20907.0	46	2331	63664.0	63664.0	1919.0	104	NaN	404.0	9868082.0	60415	NaN	NaN	NaN	NaN	248.0	786967.0	699564.0	4134	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10655049	64549	NaN	NaN	NaN	NaN	NaN	10567646.0	63979
9	2021-02-26	NJ	23192	20861.0	45	2331	63560.0	63560.0	2008.0	119	NaN	439.0	9807667.0	51612	NaN	NaN	NaN	NaN	270.0	782833.0	696000.0	3870	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10590500	55482	NaN	NaN	NaN	NaN	NaN	10503667.0	54681

	date	state	deathConfirmed	hospitalized	hospitalizedCumulative	hospitalizedCurrently	inIcuCumulative	inIcuCurrently	negative	negativeTestsAntibody	negativeTestsPeopleAntibody	negativeTestsViral	onVentilatorCumulative	onVentilatorCurrently	positive	positiveCasesViral	positiveTestsAntibody	positiveTestsAntigen	positiveTestsPeopleAntibody	positiveTestsPeopleAntigen	positiveTestsViral	recovered	totalTestEncountersViral	totalTestsAntibody	totalTestsAntigen	totalTestsPeopleAntibody	totalTestsPeopleAntigen	totalTestsPeopleViral	totalTestsViral
382	2020-02-19	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
383	2020-02-18	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
384	2020-02-17	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
385	2020-02-16	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
386	2020-02-15	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
387	2020-02-14	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
388	2020-02-13	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
389	2020-02-12	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
390	2020-02-11	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
391	2020-02-10	NJ	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample